Package 'pkgndep'

Title: Analyze Dependency Heaviness of R Packages
Description: A new metric named 'dependency heaviness' is proposed that measures the number of additional dependency packages that a parent package brings to its child package and are unique to the dependency packages imported by all other parents. The dependency heaviness analysis is visualized by a customized heatmap. The package is described in <doi:10.1093/bioinformatics/btac449>. We have also performed the dependency heaviness analysis on the CRAN/Bioconductor package ecosystem and the results are implemented as a web-based database which provides comprehensive tools for querying dependencies of individual R packages. The systematic analysis on the CRAN/Bioconductor ecosystem is described in <doi:10.1016/j.jss.2023.111610>. From 'pkgndep' version 2.0.0, the heaviness database includes snapshots of the CRAN/Bioconductor ecosystems for many old R versions.
Authors: Zuguang Gu [aut, cre]
Maintainer: Zuguang Gu <[email protected]>
License: MIT + file LICENSE
Version: 1.99.1
Built: 2024-11-21 04:37:03 UTC
Source: https://github.com/jokergoo/pkgndep

Help Index

All Bioconductor releases

Description

All Bioconductor releases

Usage

ALL_BIOC_RELEASES

Value

A data frame

Examples

ALL_BIOC_RELEASES

The complete table of dependency heaviness for all CRAN/Bioconductor packages

Description

The complete table of dependency heaviness for all CRAN/Bioconductor packages

Usage

all_pkg_stat_snapshot()

Value

The returned data frame is directly from load_pkg_stat_snapshot, but with only a subset of columns of heaviness metrics.

Examples

# There is no example
NULL

Check whether a package is available

Description

Check whether a package is available

Usage

check_pkg(pkg, bioc = FALSE)

Arguments

pkg

The name of the package.
bioc

Whether it is a Bioconductor package.

Details

One of the suggestions to avoid heavy dependencies is to put parent packages that are not frequently used to 'Suggests' and to load them when the corresponding functions are used. Here the check_pkg function helps to check whether these parent packages are avaiable and if not, it prints messages to guide users to install the corresponding packages.

Examples

# There is no example
NULL

Get child dependency for a package

Description

Get child dependency for a package

Usage

child_dependency(package, fields = NULL, online = FALSE)

Arguments

package

Package name.
fields

Which fields in DESCRIPTION? Values should be in Depends, Imports, LinkingTo, Suggests and Enhances. The value can also be set to strong or weak.
online

Whether use the newest package database directly from CRAN/Bioconductor or the pre-computated package database? The version of the pre-computated package database can be set via pkgndep_opt$heaviness_db_version.

Value

A data frame with child packages as well as its heaviness on its child packages. If snapshot is set to FALSE, heaviness on child packages is set to NA.

Examples

## Not run: 
child_dependency("ComplexHeatmap")

## End(Not run)

Co-heaviness for pairs of parent packages

Description

Co-heaviness for pairs of parent packages

Usage

co_heaviness(x, rel = FALSE, a = 10, jaccard = FALSE)

Arguments

x

An object returned by pkgndep.
rel

Whether to return the absolute measure or the relative measure.
a

A constant added for calculating the relative measure.
jaccard

Whether to return Jaccard coeffcient?

Details

Denote a package as P and its two strong parent packages as A and B, i.e., parent packages in "Depends", "Imports" and "LinkingTo", the co-heaviness for A and B is calculated as follows.

Denote S_A as the set of reduced dependency packages when only moving A to "Suggests" of P, and denote S_B as the set of reduced dependency packages when only moving B to "Suggests" of P, denote S_AB as the set of reduced dependency packages when moving A and B together to "Suggests" of P, the co-heaviness of A, B on P is calculatd as length(setdiff(S_AB, union(S_A, S_B))), which is the number of reduced package only caused by co-action of A and B.

Note the co-heaviness is only calculated for parent packages in "Depends", "Imports" and "LinkingTo".

When jaccard is set to TRUE, the function returns jaccard coeffcient. setdiff(S_AB, union(S_A, S_B)) is actually the set of dependencies imported by and only by two parent packages A and B. Thus the jaccard coeffcient is calculated as length(setdiff(S_AB, union(S_A, S_B)))/length(S_AB).

Examples

## Not run: 
# DESeq version 1.36.0, the dependencies have been changed in later versions.
x = readRDS(system.file("extdata", "DESeq2_dep.rds", package = "pkgndep"))
hm = co_heaviness(x)
ComplexHeatmap::Heatmap(hm)
co_heaviness(x, jaccard = TRUE)

## End(Not run)

Database of package dependency heaviness of all R packages

Description

Database of package dependency heaviness of all R packages

Usage

dependency_database(version = pkgndep_opt$heaviness_db_version)

Arguments

version

Version of the heaviness database. See pkgndep_opt$heaviness_db_version.

Examples

if(interactive()) {
    dependency_database()
}

Make the dependency heatmap

Description

Make the dependency heatmap

Usage

dependency_heatmap(x, pkg_fontsize = 10*cex, title_fontsize = 12*cex,
    legend_fontsize = 10*cex, fix_size = !dev.interactive(), cex = 1,
    help = TRUE, file = NULL, res = 144)

Arguments

x

An object from pkgndep.
pkg_fontsize

Font size for the package names.
title_fontsize

Font size for the title.
legend_fontsize

Font size for the legends.
fix_size

Should the rows and columns in the heatmap have fixed size?
cex

A factor multiplicated to all font sizes.
help

Whether to print help message?
file

A path of the figure. The size of the figure is automatically calculated.
res

Resolution of the figure (only for png and jpeg).

Details

If fix_size is set to TRUE. The size of the whole plot can be obtained by: 

    size = dependency_heatmap(x, fix_size = TRUE)

where size is a numeric vector of length two which are the width and height of the whole heatmap. If file argument is set, the size of the figure is automatically calculated.

If there are no dependency packages stored in x, NULL is returned.

Value

A vector of two numeric values (in inches) that correspond to the width and height of the plot.

Examples

# See examples in `pkgndep()`.

HTML report for package dependency heaviness analysis

Description

HTML report for package dependency heaviness analysis

Usage

dependency_report(...)

Arguments

...

Pass to heaviness_report.

Details

It is the same as heaviness_report.

Examples

# There is no example
NULL

Database of package dependency heaviness of all R packages

Description

Database of package dependency heaviness of all R packages

Usage

dependency_website(version = pkgndep_opt$heaviness_db_version)

Arguments

version

Version of the heaviness database. See pkgndep_opt$heaviness_db_version.

Examples

if(interactive()) {
    dependency_website()
}

Get downstream dependency for a package

Description

Get downstream dependency for a package

Usage

downstream_dependency(package, online = FALSE)

Arguments

package

Package name.
online

Whether use the newest package database directly from CRAN/Bioconductor or the pre-computated package database? The version of the pre-computated package database can be set via pkgndep_opt$heaviness_db_version.

Details

Downstream packages with relations of Depends, Imports and LinkingTo are retrieved.

Value

A data frame with all downstream packages.

Examples

## Not run: 
downstream_dependency("ComplexHeatmap")

## End(Not run)

Get functions that are imported to its child packages

Description

Get functions that are imported to its child packages

Usage

get_all_functions_imported_to_children(package)

Arguments

package

Package name.

Details

The information is based on pre-computated results for a specific CRAN/Bioconductor snapshot. See pkgndep$heaviness_db_version for how to set the version of the snapshot.

Value

It returns a list of function names that are imported to every of its child packages.

Examples

## Not run: 
get_all_functions_imported_to_children("circlize")

## End(Not run)

Gini index

Description

Gini index

Usage

gini_index(v)

Arguments

v

A numeric vector.

Examples

x = readRDS(system.file("extdata", "ComplexHeatmap_dep.rds", package = "pkgndep"))
gini_index(x$heaviness[x$which_required])

Heaviness from parent packages

Description

Heaviness from parent packages

Usage

heaviness(x, rel = FALSE, a = 10, only_strong_dep = FALSE)

Arguments

x

An object returned by pkgndep.
rel

Whether to return the absolute measure or the relative measure.
a

A constant added for calculating the relative measure.
only_strong_dep

Whether to only return the heaviness for strong parents.

Details

The heaviness from a parent package is calculated as follows: If package B is in the Depends/Imports/LinkingTo fields of package A, which means, package B is necessary for package A, denote v1 as the total numbers of packages required for package A, and v2 as the total number of required packages if moving package B to Suggests (which means, now B is not necessary for A). The absolute measure is simply v1 - v2 and relative measure is (v1 + a)/(v2 + a).

In the second scenario, if B is in the Suggests/Enhances fields of package A, now v2 is the total number of required packages if moving B to Imports, the absolute measure is v2 - v1 and relative measure is (v2 + a)/(v1 + a).

Value

A numeric vector.

Examples

x = readRDS(system.file("extdata", "ComplexHeatmap_dep.rds", package = "pkgndep"))
heaviness(x)
heaviness(x, rel = TRUE)

Database of package dependency heaviness of all R packages

Description

Database of package dependency heaviness of all R packages

Usage

heaviness_database(version = pkgndep_opt$heaviness_db_version)

Arguments

version

Version of the heaviness database. See pkgndep_opt$heaviness_db_version.

Examples

if(interactive()) {
    heaviness_database()
}

Heaviness from all upstream packages

Description

Heaviness from all upstream packages

Usage

heaviness_from_upstream(package)

Arguments

package

A package name.

Details

It is calculated based on a specific CRAN/Bioconductor snapshot. The version is set via pkgndep_opt$heaviness_db_version.

Value

A named vector.

Examples

# There is no example
NULL

Heaviness on all child packages

Description

Heaviness on all child packages

Usage

heaviness_on_children(package, add_values_attr = FALSE, total = FALSE)

Arguments

package

A package name.
add_values_attr

Whether to include "values" attribute? Internally used.
total

Whether to return the total heaviness?

Details

It is calculated based on a specific CRAN/Bioconductor snapshot. The version is set via pkgndep_opt$heaviness_db_version.

Value

The value is the mean heaviness of the package on all its child packages.

Examples

## Not run: 
heaviness_on_children("ComplexHeatmap")

## End(Not run)

Heaviness on all downstream packages

Description

Heaviness on all downstream packages

Usage

heaviness_on_downstream(package, add_values_attr = FALSE, via = NULL,
    total = FALSE, internal = FALSE)

Arguments

package

A package name.
add_values_attr

Whether to include "values" attribute? Internally used.
via

Whether to only consider downstream packages via a intermediate package?
total

Whether to return the total heaviness?
internal

Whether to use internally calculated heaviness?

Details

It is calculated based on a specific CRAN/Bioconductor snapshot. The version is set via pkgndep_opt$heaviness_db_version.

Value

The value is the mean heaviness of the package on all its downstream packages. Denote n as the number of all its downstream packages, k_i as the number of required packages for package i, v_1 as the total number of required packages for all downstream packages, i.e. v_1 = sum_i^n {k_i}. Denote p_i as the number of required packages if moving package to Suggests, and v_2 as the total number of required packages, i.e. v_1 = sum_i^n {p_i}. The final heaviniss on downstream packages is (v_1 - v_2)/n.

Note since the interaction from package to its downstream packages may go through several intermediate packages, which means, the reduction of required packages for a downstream package might be joint effects from all its upstream packages, thus, to properly calculate the heaviness of a package to its downstream packages, we first make a copy of the package database and move package to Suggests for all packages which depends on package. Then for all downstream packages of package, dependency analysis by pkgndep is redone with the modified package database. Finally, the heaviness on downstream packages is collected and the mean heaviness is calculated.

Examples

## Not run: 
heaviness_on_downstream("ComplexHeatmap")

## End(Not run)

HTML report for package dependency heaviness analysis

Description

HTML report for package dependency heaviness analysis

Usage

heaviness_report(pkg, file = NULL)

Arguments

pkg

An object from pkgndep.
file

The path of the html file. If it is not specified, the report will be automatically opened in the web browser.

Value

The path of the HTML file of the report.

Examples

if(interactive()) {
    x = readRDS(system.file("extdata", "ComplexHeatmap_dep.rds", package = "pkgndep"))
    heaviness_report(x)
}

Test the parent-child relationship

Description

Test the parent-child relationship

Usage

is_parent(parent, child, ...)

Arguments

parent

A vector of package names.
child

A single package name.
...

Pass to parent_dependency.

Value

A logical vector.

Examples

# There is no example
NULL

Test upstream-downstream relationship

Description

Test upstream-downstream relationship

Usage

is_upstream(upstream, package, ...)

Arguments

upstream

A vector of package names.
package

A single package name.
...

Pass to upstream_dependency.

Value

A logical vector.

Examples

# There is no example
NULL

Load dependency analysis results of all packages

Description

Load dependency analysis results of all packages

Usage

load_all_pkg_dep(hash = TRUE)

Arguments

hash

Whether to convert the named list to a hash table by hash.

Details

It is calculated based on a specific CRAN/Bioconductor snapshot. The version is set via pkgndep_opt$heaviness_db_version.

Value

A list (as a hash table) of pkgndep objects where each element corresponds to the analysis on one package.

Examples

## Not run: 
lt = load_all_pkg_dep()
length(lt)
head(names(lt))
lt[["ggplot2"]]

## End(Not run)

Load pre-computed objects

Description

Load pre-computed objects

Usage

load_from_heaviness_db(file)

Arguments

file

File name.

Details

The pathway of the file can be set via pkgndep_opt$db_file_template.

Internally used.

Examples

# There is no example
NULL

Load heaviness statistics at all time points

Description

Load heaviness statistics at all time points

Usage

load_heaviness_timeline()

Details

Used internally.

Value

A list of data frames.

Examples

# There is no example
NULL

Load package database

Description

Load package database

Usage

load_pkg_db(lib = NULL, online = TRUE, db = NULL, verbose = TRUE)

Arguments

lib

Local library path. If the value is NA, only remote package database is used.
online

If the value is TRUE, it will directly use the newest package database file from CRAN/Bioconductor. If the value is FALSE, it uses the pre-computated package database on a specific CRAN/Bioconductor snapshot. The version of the pre-computated package database can be set via pkgndep_opt$heaviness_db_version.
db

A pre-computed pkg_db object.
verbose

Whetehr to print messages.

Details

It loads the package database from CRAN/Bioconductor and locally installed packages.

The database object internaly is cached for repeated use of other functions in this package.

Value

A pkg_db class object. See reformat_db for how to use the pkg_db object.

Examples

## Not run: 
pkg_db = load_pkg_db(lib = NA)
pkg_db

## End(Not run)

Load DESCRIPTION files of all packages

Description

Load DESCRIPTION files of all packages

Usage

load_pkg_description()

Details

It is calculated based on a specific CRAN/Bioconductor snapshot. The version is set via pkgndep_opt$heaviness_db_version.

Value

A list of character vectors.

Examples

## Not run: 
lt = load_pkg_description()
lt[1:2]

## End(Not run)

Load downstream dependency paths for all packages

Description

Load downstream dependency paths for all packages

Usage

load_pkg_downstream_dependency_path_snapshot()

Details

It is calculated based on a specific CRAN/Bioconductor snapshot. The version is set via pkgndep_opt$heaviness_db_version.

Value

A list.

Examples

## Not run: 
downstream_path_list = load_pkg_downstream_dependency_path_snapshot()
downstream_path_list[["ComplexHeatmap"]]

## End(Not run)

Load NAMESPACE files of all packages

Description

Load NAMESPACE files of all packages

Usage

load_pkg_namespace()

Details

It is calculated based on a specific CRAN/Bioconductor snapshot. The version is set via pkgndep_opt$heaviness_db_version.

Value

A list of character vectors.

Examples

## Not run: 
lt = load_pkg_namespace()
lt[1:2]

## End(Not run)

Load all package dependency statistics

Description

Load all package dependency statistics

Usage

load_pkg_stat_snapshot()

Details

It is calculated based on a specific CRAN/Bioconductor snapshot. The version is set via pkgndep_opt$heaviness_db_version.

Value

A data frame.

Examples

## Not run: 
df = load_pkg_stat_snapshot()
head(df)

## End(Not run)

Loaded packages

Description

Loaded packages

Usage

loaded_packages(pkg, verbose = TRUE)

Arguments

pkg

A package name.
verbose

Whether to print messages.

Details

It loads pkg into a new R session and collects which other packages are loaded by parsing the output from sessionInfo.

Value

A data frame.

Examples

loaded_packages("ComplexHeatmap")

Get parent dependency for a package

Description

Get parent dependency for a package

Usage

parent_dependency(package, fields = NULL, online = FALSE)

Arguments

package

Package name.
fields

Which fields in DESCRIPTION? Values should be in Depends, Imports, LinkingTo, Suggests and Enhances. The value can also be set to strong or weak.
online

Whether use the newest package database directly from CRAN/Bioconductor or the pre-computated package database? The version of the pre-computated package database can be set via pkgndep_opt$heaviness_db_version.

Value

A data frame with parent packages as well as their heaviness on pacakge. If snapshot is set to FALSE, heaviness on child packages is set to NA.

Examples

## Not run: 
parent_dependency("ComplexHeatmap")

## End(Not run)

Package dependency analysis

Description

Package dependency analysis

Usage

pkgndep(package, verbose = TRUE, online = TRUE, load = FALSE, parse_namespace = TRUE)

Arguments

package

Package name. The value can be 1. a CRAN/Bioconductor package, 2. an installed package, 3. a path of a local package, 4. URL of a GitHub repository.
verbose

Whether to show messages.
online

If the value is TRUE, it will directly use the newest package database file from CRAN/Bioconductor. Note the default Bioconductor version is the one corresponding to the current R version. If you want to use a higher bioc version, you need to set the global option pkgndep_opt$bioc_version. If the value of online is FALSE, a snapshot of the CRAN/Bioconductor package database will be used. The version of the package database snapshot can be via the global option pkgndep_opt$heaviness_db_version.
load

If the value is TRUE, the package is loaded into a fresh new R session and the function will check which upstream packages are also loaded into the R session. Note it is possible that an "Imports" package is not loaded or a "Suggests" package is loaded in the R session when loading package.
parse_namespace

Whether to also parse the NAMESPACE file. It is only used internally.

Value

A pkgndep object.

Examples

## Not run: 
x = pkgndep("ComplexHeatmap")

## End(Not run)
# The `x` variable generated by `pkgndep()` is already saved in this package.
x = readRDS(system.file("extdata", "ComplexHeatmap_dep.rds", package = "pkgndep"))
x
dependency_heatmap(x)

Global parameters for pkgndep

Description

Global parameters for pkgndep

Usage

pkgndep_opt(..., RESET = FALSE, READ.ONLY = NULL, LOCAL = FALSE, ADD = FALSE)

Arguments

...

Arguments for the parameters, see "details" section
RESET

Reset to default values.
READ.ONLY

Please ignore.
LOCAL

Pllease ignore.
ADD

Please ignore.

Details

There are following parameters:

bioc_version

The bioconductor version. By default it is the version corresponding to the R version under use. Please note this option is only for switching between bioc release version and development version, while not for switching to very old bioc versions.

heaviness_db_version

The version of the heaviness database. The value can be the corresponding bioc version, the R version or the corresponding date for the bioc release. All supported values are in the object ALL_BIOC_RELEASES.

Examples

pkgndep_opt

Make the dependency heatmap

Description

Make the dependency heatmap

Usage

## S3 method for class 'pkgndep'
plot(x, ...)

Arguments

x

An object from pkgndep.
...

Other arguments.

Details

Please use dependency_heatmap instead.

Examples

# There is no example
NULL

Print method

Description

Print method

Usage

## S3 method for class 'pkgndep'
print(x, ...)

Arguments

x

An object from pkgndep.
...

Other arguments.

Value

No value is returned.

Examples

# See examples in `pkgndep()`.

Format the package database

Description

Format the package database

Usage

reformat_db(db, version = NULL)

Arguments

db

A data frame returned from available.packages or installed.packages.
version

Version of the database, a self-defined text.

Details

It reformats the data frame of the package database into a pkg_db class object.

Value

A pkg_db class object. There are the following methods:

pkg_db$get_meta(package,field=NULL)

field can take values in "Package", "Version" and "Repository".

pkg_db$get_dependency_table(package)

Get the dependency table.

pkg_db$get_rev_dependency_table(package)

Get the reverse dependency table.

pkg_db$package_dependencies(package,recursive=FALSE,reverse=FALSE,which="strong",simplify=FALSE)

All the arguments are the same as in package_dependencies. Argument simplify controls whether to return a data frame or a simplied vector.

Examples

## Not run: 
db = available.packages()
db2 = reformat_db(db)

# a pkg_db object generated on 2021-10-28 can be loaded by load_pkg_db()
db2 = load_pkg_db(online = FALSE)
db2
db2$get_meta("ComplexHeatmap")
db2$get_dependency_table("ComplexHeatmap")
db2$get_rev_dependency_table("ComplexHeatmap")
db2$package_dependencies("ComplexHeatmap")
db2$package_dependencies("ComplexHeatmap", recursive = TRUE)

## End(Not run)

Required dependency packages

Description

Required dependency packages

Usage

required_dependency_packages(x, all = FALSE)

Arguments

x

An object from pkgndep.
all

Whether to include the packages required if also including packages from "Suggests"/"Enhances" field.

Details

The function returns all upstream packages.

Value

A vector of package names.

Examples

## Not run: 
x = readRDS(system.file("extdata", "ComplexHeatmap_dep.rds", package = "pkgndep"))
required_dependency_packages(x)

## End(Not run)

Get upstream dependency for a package

Description

Get upstream dependency for a package

Usage

upstream_dependency(package, online = FALSE)

Arguments

package

Package name.
online

Whether use the newest package database directly from CRAN/Bioconductor or the pre-computated package database? The version of the pre-computated package database can be set via pkgndep_opt$heaviness_db_version.

Details

Upstream packages with relations of "Depends", "Imports" and "LinkingTo" are retrieved.

Value

A data frame with all upstream packages.

Examples

## Not run: 
upstream_dependency("ComplexHeatmap")

## End(Not run)